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Best Practices and Lessons Learned
From Over 100,000 A/B and MVT Tests
Best Practices and Lessons Learned
From Over 313,649 A/B and MVT Tests
2009

2010

2011

2012

2013
Lesson #1:
Define Success
Lesson #1:
Define Success
Lesson #1:
Define Quantifiable Success Metrics
Visitors Per
Day
Visit
Visitors Per
Day

Sign-Up
Rate
Visit

Email
Visitors Per
Day

Sign-Up
Rate
Visit

$ Per
Recipient
Email

$$
Visitors Per
Day

Sign-Up
Rate
Visit

$ Per
Recipient
Email

$$
Media

Button
Splash Page Experiment
Variations
Button:
1. Sign Up
2. Learn More
3. Join Us Now
4. Sign Up Now

Media:
1. “Get Involved” Image
2. “Family” Image
3. “Change” Image
4. Barack’s Video
5. Springfield Video
6. Sam’s Video
Button: “Sign Up”
Button: “Learn More”
Button: “Join Us Now”
Button: “Sign Up Now”
Splash Page Experiment
Variations
Button:
1. Sign Up
2. Learn More
3. Join Us Now
4. Sign Up Now

Media:
1. “Get Involved” Image
2. “Family” Image
3. “Change” Image
4. Barack’s Video
5. Springfield Video
6. Sam’s Video
Media: “Get Involved”
Media: “Family”
Media: “Change”
QuickTime™ and a
H.264 decompressor
are needed to see this picture.

Media: “Barack’s Video”
QuickTime™ and a
H.264 decompressor
are needed to see this picture.

Media: “Springfield Video”
QuickTime™ and a
H.264 decompressor
are needed to see this picture.

Media: “Sam’s Video”
Splash Page Experiment
Variations
Button:
1. Sign Up
2. Learn More
3. Join Us Now
4. Sign Up Now

Media:
1. “Get Involved” Image
2. “Family” Image
3. “Change” Image
4. Barack’s Video
5. Springfield Video
6. Sam’s Video
Splash Page Experiment
Variations
Button:
1. Sign Up
2. Learn More
3. Join Us Now
4. Sign Up Now

Media:
1. “Get Involved” Image
2. “Family” Image
3. “Change” Image
4. Barack’s Video
5. Springfield Video
6. Sam’s Video
Splash Page Experiment
Variations
Button:
1. Sign Up
2. Learn More
3. Join Us Now
4. Sign Up Now

Media:
1. “Get Involved” Image
2. “Family” Image
3. “Change” Image
4. Barack’s Video
5. Springfield Video
6. Sam’s Video
Splash Page Experiment
Splash Page Experiment
Splash Page Experiment
Splash Page Experiment
Email
Subscriptions

Volunteers

Amount Raised

Original

7,120,000

712,000

$143,000,000

+40.6%

+2,880,000

+288,000

+$57,000,000

New

10,000,000

1,000,000

$200,000,000
Splash Page Experiment
Email
Subscriptions

Volunteers

Amount Raised

Original

7,120,000

712,000

$143,000,000

+40.6%

+2,880,000

+280,000

+$57,000,000

New

10,000,000

1,000,000

$200,000,000
Splash Page Experiment
Email
Subscriptions

Volunteers

Amount Raised

Original

7,120,000

712,000

$143,000,000

+40.6%

+2,880,000

+280,000

+$57,000,000

New

10,000,000

1,000,000

$200,000,000
Lesson #1:
Define Quantifiable Success Metrics
Lesson #2:
Less Is More. Reduce Choices.
VS.
VS.

+8%
Sign-Ups
+49%
Conversion Rate
(240 A/B Tests)
+15% Conversion Rate
+10% $ Per Visitor
Lesson #2:
Less Is More. Reduce Choices.
Lesson #3:
Word Matter,
Focus On Your Call To Action.
Donation Button Experiment
Donation Button Experiment
Never
Signed-Up

Signed-Up
No Donate

Previously
Donated

0.0%

0.0%

0.0%

2.3%

27.8%

16.3%

-27.8

N/A

N/A

15.2%

-24.6%

11.9%

8.5%

2.9%

18.4%
+14.6%
Clicks
+15.7%
$$ Per Visitor
Lesson #3:
Word Matter,
Focus On Your Call To Action.
Lesson #4:
Fail Fast.
VS.
-92.3 % CTR
VS.

-10 % AOV
Lesson #4:
Fail Fast.
Lesson #5:
Nothing Is Sacred.
Challenge Assumptions.
VS.
+600%
Engagement
Lesson #5:
Nothing Is Sacred.
Challenge Assumptions.
The Future of Optimization

One to Many
What’s the best experience
for the average user?
The Future of Optimization

One to Many

One to Few

What’s the best experience
for the average user?

What’s the best experience for
segments of users?
The Future of Optimization

One to Many
What’s the best experience
for the average user?

One to Few

One to One

What’s the best experience for What’s the best experience
segments of users?
for each user?
Live Demo!
@optimizely

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